• The Last Mile of AI Development

    The Last Mile of AI Development

    If you’ve experimented with AI lately, you’ve probably had one of those moments where you thought, “Wow… I didn’t know it could do that.”

    Business owners are using AI to write content, create marketing plans and even jump into AI development to build custom software and internal tools. What once required a team of developers can now be prototyped in a matter of hours.

    But building something is only half the story. Recently, a client came to us with an AI-built hiring tool they had created themselves. It wasn’t a rough idea or a napkin sketch. It was a working proof of concept that demonstrated exactly how they wanted the hiring experience to function.

    The problem wasn’t that it didn’t work. The challenge was integrating it into their live website.

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  • Stop Asking Whether AI Is Good or Bad

    Stop Asking Whether AI Is Good or Bad

    The better question is how we choose to use it.

    There is a familiar pattern that repeats itself throughout human history whenever a transformative technology arrives. First comes skepticism. Then fear. Then outrage. Eventually, after enough resistance and debate, society quietly integrates the technology into everyday life until people can barely remember functioning without it.

    When automobiles first appeared, many people genuinely believed they would destroy society. Entire industries had been built around horses, including blacksmiths, carriage manufacturers, stable operators and breeders. To many people at the time, replacing horses with loud, unreliable machines that exploded occasionally and terrified livestock sounded ridiculous. Dangerous, even.

    Yet society adapted.

    Roads evolved. Infrastructure changed. New industries emerged. Entire economies formed around transportation, logistics, manufacturing and mobility. The automobile did not end human progress. It reshaped it.

    The same cycle repeated during the Industrial Revolution, when machines sparked widespread fear that human labor itself would become obsolete. It happened again when computers entered workplaces and employees worried spreadsheets and software would replace office workers entirely. I’m old enough to remember when the internet triggered similar panic, with critics arguing it would destroy local businesses, eliminate human interaction and somehow make society less intelligent because people no longer needed to memorize information. They might have been right about the internet. But even calculators were once criticized for supposedly weakening mathematical ability.

    Every generation eventually encounters a tool that feels like it may have gone too far.

    Artificial intelligence is ours.

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